diff --git a/.gitignore b/.gitignore index 43e72cb..de0ffbe 100644 --- a/.gitignore +++ b/.gitignore @@ -4,11 +4,6 @@ __pycache__/ *.pyc .env mlflow.db -*.parquet -processed/ -outputs/ -Outputs/ -Datas/ .idea/ .vscode/ dist/ @@ -19,6 +14,4 @@ cache/ logs/ mlruns/ .playwright-mcp/ -*.png -*.docx *Zone.Identifier diff --git a/Outputs/analysis/grid_100m.cpg b/Outputs/analysis/grid_100m.cpg new file mode 100644 index 0000000..3ad133c --- /dev/null +++ b/Outputs/analysis/grid_100m.cpg @@ -0,0 +1 @@ +UTF-8 \ No newline at end of file diff --git a/Outputs/analysis/grid_100m.dbf b/Outputs/analysis/grid_100m.dbf new file mode 100644 index 0000000..9df6037 Binary files /dev/null and b/Outputs/analysis/grid_100m.dbf differ diff --git a/Outputs/analysis/grid_100m.geojson b/Outputs/analysis/grid_100m.geojson new file mode 100644 index 0000000..1dbedc3 Binary files /dev/null and b/Outputs/analysis/grid_100m.geojson differ diff --git a/Outputs/analysis/grid_100m.prj b/Outputs/analysis/grid_100m.prj new file mode 100644 index 0000000..92cbfb6 --- /dev/null +++ b/Outputs/analysis/grid_100m.prj @@ -0,0 +1 @@ +PROJCS["WGS_1984_UTM_Zone_50N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Transverse_Mercator"],PARAMETER["False_Easting",500000.0],PARAMETER["False_Northing",0.0],PARAMETER["Central_Meridian",117.0],PARAMETER["Scale_Factor",0.9996],PARAMETER["Latitude_Of_Origin",0.0],UNIT["Meter",1.0]] \ No newline at end of file diff --git a/Outputs/analysis/grid_100m.shp b/Outputs/analysis/grid_100m.shp new file mode 100644 index 0000000..7ab9feb Binary files /dev/null and b/Outputs/analysis/grid_100m.shp differ diff --git a/Outputs/analysis/grid_100m.shx b/Outputs/analysis/grid_100m.shx new file mode 100644 index 0000000..0e7274d Binary files /dev/null and b/Outputs/analysis/grid_100m.shx differ diff --git a/Outputs/analysis/grid_analysis_report.txt b/Outputs/analysis/grid_analysis_report.txt new file mode 100644 index 0000000..0f38f22 --- /dev/null +++ b/Outputs/analysis/grid_analysis_report.txt @@ -0,0 +1,22 @@ + +武汉市 100x100m 网格疾病风险分析报告 +==================================== + +数据概况: +- 总网格数量：870,122 +- 有病例网格：109 (0.013%) +- 总病例数：83,030 + - 门诊：80,017 + - 住院：3,013 + +密度统计: +- 最大密度：482,600 病例/km² +- 平均密度：76,174 病例/km² +- 中位密度：41,500 病例/km² + +风险等级分布: +- 极高风险: 2 (0.000%) +- 高风险: 6 (0.001%) +- 中风险: 13 (0.001%) +- 低风险: 88 (0.010%) +- 无风险: 870,013 (99.987%) diff --git a/Outputs/analysis/grid_cases_aggregated.geojson b/Outputs/analysis/grid_cases_aggregated.geojson new file mode 100644 index 0000000..59c2f0b Binary files /dev/null and b/Outputs/analysis/grid_cases_aggregated.geojson differ diff --git a/Outputs/analysis/grid_risk_index.geojson b/Outputs/analysis/grid_risk_index.geojson new file mode 100644 index 0000000..ad83534 Binary files /dev/null and b/Outputs/analysis/grid_risk_index.geojson differ diff --git 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+497343,227874.805185213,3397773.114974921,1425,1351,74,142500.0,29.53,中风险 +497553,247774.805185213,3397773.114974921,585,573,12,58500.0,12.12,低风险 +510138,252774.805185213,3399273.114974921,1531,1463,68,153100.0,31.72,中风险 +526867,246174.805185213,3401273.114974921,986,922,64,98600.0,20.43,低风险 +540936,224174.805185213,3402873.114974921,54,53,1,5400.0,1.12,低风险 diff --git a/Outputs/backend.zip b/Outputs/backend.zip new file mode 100644 index 0000000..92b5c75 Binary files /dev/null and b/Outputs/backend.zip differ diff --git a/Outputs/cbpoa-backend.zip b/Outputs/cbpoa-backend.zip new file mode 100644 index 0000000..6bf20d8 Binary files /dev/null and b/Outputs/cbpoa-backend.zip differ diff --git a/Outputs/cbpoa-frontend.zip b/Outputs/cbpoa-frontend.zip new file mode 100644 index 0000000..8395c8b Binary files /dev/null and b/Outputs/cbpoa-frontend.zip differ diff --git a/Outputs/deploy-backend/.env.example b/Outputs/deploy-backend/.env.example new file mode 100644 index 0000000..9f0e280 --- /dev/null +++ b/Outputs/deploy-backend/.env.example @@ -0,0 +1,15 @@ +# Database +POSTGRES_HOST=localhost +POSTGRES_PORT=5432 +POSTGRES_USER=wuhan_user +POSTGRES_PASSWORD=CHANGE_ME +POSTGRES_DB=wuhan_disease + +# Auth +AUTH_SECRET_KEY=CHANGE_ME_TO_RANDOM_STRING +AUTH_DEFAULT_USER=admin +AUTH_DEFAULT_PASSWORD=admin123 +AUTH_TOKEN_EXPIRE_MINUTES=480 + +# CORS (add your frontend domain) +CORS_ORIGINS=http://localhost,http://YOUR_SERVER_IP diff --git a/Outputs/deploy-backend/cbpoa-backend.service b/Outputs/deploy-backend/cbpoa-backend.service new file mode 100644 index 0000000..5e02453 --- /dev/null +++ b/Outputs/deploy-backend/cbpoa-backend.service @@ -0,0 +1,14 @@ +[Unit] +Description=CBPOA Backend API +After=network.target + +[Service] +Type=simple +User=www-data +WorkingDirectory=/opt/cbpoa/backend +ExecStart=/opt/cbpoa/backend/venv/bin/python3 -m uvicorn main:app --host 0.0.0.0 --port 8000 --workers 2 +Restart=always +RestartSec=5 + +[Install] +WantedBy=multi-user.target diff --git a/Outputs/deploy-backend/install.sh b/Outputs/deploy-backend/install.sh new file mode 100755 index 0000000..8f83df9 --- /dev/null +++ b/Outputs/deploy-backend/install.sh @@ -0,0 +1,30 @@ +#!/bin/bash +set -e + +echo "=== CBPOA Backend Deployment ===" + +INSTALL_DIR=/opt/cbpoa/backend + +# Copy backend files +sudo mkdir -p $INSTALL_DIR +sudo cp -r . $INSTALL_DIR/ + +# Fix venv shebangs (hardcoded to build machine path) +echo "Fixing venv shebangs..." +VENV_PYTHON="$INSTALL_DIR/venv/bin/python3" +find "$INSTALL_DIR/venv/bin" -type f -exec grep -l '#!/home/akiba' {} \; 2>/dev/null | while read f; do + sudo sed -i "s|#!/home/akiba/CA/backend/venv/bin/python3|#!$VENV_PYTHON|g" "$f" +done + +# Fix permissions +sudo chown -R www-data:www-data $INSTALL_DIR + +# Install systemd service +sudo cp cbpoa-backend.service /etc/systemd/system/ +sudo systemctl daemon-reload +sudo systemctl enable cbpoa-backend + +echo "" +echo "=== Done! Start with: ===" +echo " sudo systemctl start cbpoa-backend" +echo " curl http://localhost:8000/docs" diff --git a/Outputs/deploy-backend/scripts/deploy_schema.sql b/Outputs/deploy-backend/scripts/deploy_schema.sql new file mode 100644 index 0000000..b5108cc --- /dev/null +++ b/Outputs/deploy-backend/scripts/deploy_schema.sql @@ -0,0 +1,277 @@ +-- Wuhan Children's Respiratory Disease Risk Prediction - PostGIS Schema +-- Database: wuhan_risk +-- Created: 2026-04-25 + +-- Enable PostGIS extension +CREATE EXTENSION IF NOT EXISTS postgis; +CREATE EXTENSION IF NOT EXISTS postgis_topology; + +-- Drop existing tables if they exist (for re-deployment) +DROP TABLE IF EXISTS alerts CASCADE; +DROP TABLE IF EXISTS risk_predictions CASCADE; +DROP TABLE IF EXISTS medical_daily CASCADE; +DROP TABLE IF EXISTS weather_daily CASCADE; +DROP TABLE IF EXISTS road_edges CASCADE; +DROP TABLE IF EXISTS road_nodes CASCADE; +DROP TABLE IF EXISTS wuhan_districts CASCADE; + +-- ============================================================================ +-- Table: wuhan_districts +-- Description: Wuhan administrative district boundaries +-- Source: Datas/武汉市.geojson +-- ============================================================================ +CREATE TABLE wuhan_districts ( + district_code VARCHAR(6) PRIMARY KEY, + district_name VARCHAR(100) NOT NULL, + adcode VARCHAR(6) NOT NULL, + geom GEOMETRY(MultiPolygon, 4326) NOT NULL, + area_km2 NUMERIC(10, 2), + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP +); + +-- Spatial index on district boundaries +CREATE INDEX idx_wuhan_districts_geom ON wuhan_districts USING GIST (geom); + +-- ============================================================================ +-- Table: road_nodes +-- Description: Road network nodes (intersections + segment midpoints) +-- Source: OSM Hubei extract, filtered to Wuhan boundary +-- ============================================================================ +CREATE TABLE road_nodes ( + osmid BIGINT PRIMARY KEY, + node_type VARCHAR(20) NOT NULL CHECK (node_type IN ('intersection', 'midpoint')), + lat NUMERIC(10, 8) NOT NULL, + lon NUMERIC(11, 8) NOT NULL, + elevation_m NUMERIC(8, 2), + pop_density NUMERIC(10, 2), + district_code VARCHAR(6), + highway_tag VARCHAR(50), + node_degree INTEGER DEFAULT 0, + geom GEOMETRY(Point, 4326) NOT NULL, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP +); + +-- Spatial index on road nodes +CREATE INDEX idx_road_nodes_geom ON road_nodes USING GIST (geom); +CREATE INDEX idx_road_nodes_district ON road_nodes (district_code); + +-- ============================================================================ +-- Table: road_edges +-- Description: Road network edges (road segments between nodes) +-- Source: OSM Hubei extract +-- ============================================================================ +CREATE TABLE road_edges ( + edge_id BIGINT PRIMARY KEY, + source_osmid BIGINT NOT NULL REFERENCES road_nodes(osmid), + target_osmid BIGINT NOT NULL REFERENCES road_nodes(osmid), + road_type VARCHAR(50) NOT NULL, + road_type_abbrev VARCHAR(10), + length_m NUMERIC(10, 2) NOT NULL, + speed_limit_kmh INTEGER, + weight NUMERIC(10, 6) NOT NULL, + geometry GEOMETRY(LineString, 4326) NOT NULL, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP +); + +-- Spatial index on road edges +CREATE INDEX idx_road_edges_geometry ON road_edges USING GIST (geometry); +CREATE INDEX idx_road_edges_source ON road_edges (source_osmid); +CREATE INDEX idx_road_edges_target ON road_edges (target_osmid); + +-- ============================================================================ +-- Table: weather_daily +-- Description: Daily aggregated weather and air quality data per station +-- Source: Datas/气象 + 空气/站点_YYYYMMDD-YYYYMMDD/*.csv +-- ============================================================================ +CREATE TABLE weather_daily ( + id BIGSERIAL PRIMARY KEY, + date DATE NOT NULL, + station_id VARCHAR(10) NOT NULL, + district_code VARCHAR(6), + lat NUMERIC(10, 8), + lon NUMERIC(11, 8), + aqi NUMERIC(6, 2), + pm25 NUMERIC(8, 2), + pm10 NUMERIC(8, 2), + so2 NUMERIC(8, 2), + no2 NUMERIC(8, 2), + o3 NUMERIC(8, 2), + co NUMERIC(8, 2), + nox NUMERIC(8, 2), + so2_24h NUMERIC(8, 2), + no2_24h NUMERIC(8, 2), + o3_8h NUMERIC(8, 2), + co_24h NUMERIC(8, 2), + pm10_24h NUMERIC(8, 2), + pm25_24h NUMERIC(8, 2), + primary_pollutant VARCHAR(50), + air_quality_level VARCHAR(20), + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, + UNIQUE(date, station_id) +); + +-- Indexes for efficient querying +CREATE INDEX idx_weather_daily_date ON weather_daily (date); +CREATE INDEX idx_weather_daily_station ON weather_daily (station_id); +CREATE INDEX idx_weather_daily_district ON weather_daily (district_code); +CREATE INDEX idx_weather_daily_date_station ON weather_daily (date, station_id); + +-- ============================================================================ +-- Table: medical_daily +-- Description: Daily aggregated medical visits per district +-- Source: Datas/view_门诊.xlsx, Datas/view_住院.xlsx +-- ============================================================================ +CREATE TABLE medical_daily ( + id BIGSERIAL PRIMARY KEY, + date DATE NOT NULL, + district_code VARCHAR(6) NOT NULL, + outpatient_count INTEGER NOT NULL DEFAULT 0, + inpatient_count INTEGER NOT NULL DEFAULT 0, + respiratory_outpatient INTEGER NOT NULL DEFAULT 0, + respiratory_inpatient INTEGER NOT NULL DEFAULT 0, + total_visits INTEGER GENERATED ALWAYS AS (outpatient_count + inpatient_count) STORED, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, + UNIQUE(date, district_code) +); + +-- Indexes for efficient querying +CREATE INDEX idx_medical_daily_date ON medical_daily (date); +CREATE INDEX idx_medical_daily_district ON medical_daily (district_code); +CREATE INDEX idx_medical_daily_date_district ON medical_daily (date, district_code); + +-- ============================================================================ +-- Table: risk_predictions +-- Description: Model predictions for disease risk per road node +-- Source: Model inference output +-- ============================================================================ +CREATE TABLE risk_predictions ( + id BIGSERIAL PRIMARY KEY, + date DATE NOT NULL, + osmid BIGINT NOT NULL REFERENCES road_nodes(osmid), + district_code VARCHAR(6) NOT NULL, + risk_1d NUMERIC(5, 4) NOT NULL CHECK (risk_1d >= 0 AND risk_1d <= 1), + risk_3d NUMERIC(5, 4) NOT NULL CHECK (risk_3d >= 0 AND risk_3d <= 1), + risk_7d NUMERIC(5, 4) NOT NULL CHECK (risk_7d >= 0 AND risk_7d <= 1), + risk_level VARCHAR(10) NOT NULL CHECK (risk_level IN ('green', 'yellow', 'orange', 'red')), + lat NUMERIC(10, 8) NOT NULL, + lon NUMERIC(11, 8) NOT NULL, + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP, + UNIQUE(date, osmid) +); + +-- Indexes for efficient querying +CREATE INDEX idx_risk_predictions_date ON risk_predictions (date); +CREATE INDEX idx_risk_predictions_osmid ON risk_predictions (osmid); +CREATE INDEX idx_risk_predictions_district ON risk_predictions (district_code); +CREATE INDEX idx_risk_predictions_level ON risk_predictions (risk_level); +CREATE INDEX idx_risk_predictions_date_district ON risk_predictions (date, district_code); + +-- ============================================================================ +-- Table: alerts +-- Description: Generated alerts based on risk predictions and medical data +-- Source: Alert engine +-- ============================================================================ +CREATE TABLE alerts ( + alert_id BIGSERIAL PRIMARY KEY, + alert_type VARCHAR(20) NOT NULL CHECK (alert_type IN ('monitoring', 'warning')), + alert_level VARCHAR(10) NOT NULL CHECK (alert_level IN ('yellow', 'orange', 'red')), + date DATE NOT NULL, + district_code VARCHAR(6) NOT NULL, + osmid BIGINT REFERENCES road_nodes(osmid), + trigger_source VARCHAR(50) NOT NULL, + trigger_value NUMERIC(10, 4), + threshold NUMERIC(10, 4), + description TEXT, + acknowledged BOOLEAN DEFAULT FALSE, + acknowledged_at TIMESTAMP, + acknowledged_by VARCHAR(100), + created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP +); + +-- Indexes for efficient querying +CREATE INDEX idx_alerts_date ON alerts (date); +CREATE INDEX idx_alerts_district ON alerts (district_code); +CREATE INDEX idx_alerts_level ON alerts (alert_level); +CREATE INDEX idx_alerts_type ON alerts (alert_type); +CREATE INDEX idx_alerts_acknowledged ON alerts (acknowledged); +CREATE INDEX idx_alerts_date_district ON alerts (date, district_code); + +-- ============================================================================ +-- Comments for documentation +-- ============================================================================ +COMMENT ON TABLE wuhan_districts IS 'Wuhan administrative district boundaries from GeoJSON'; +COMMENT ON TABLE road_nodes IS 'Road network nodes (intersections and segment midpoints) from OSM'; +COMMENT ON TABLE road_edges IS 'Road network edges with weights for graph traversal'; +COMMENT ON TABLE weather_daily IS 'Daily aggregated weather and air quality data per monitoring station'; +COMMENT ON TABLE medical_daily IS 'Daily aggregated outpatient and inpatient counts per district'; +COMMENT ON TABLE risk_predictions IS 'GCN+Transformer model predictions for 1/3/7 day disease risk'; +COMMENT ON TABLE alerts IS 'Generated alerts from monitoring (medical) and warning (risk prediction) systems'; + +COMMENT ON COLUMN road_nodes.node_type IS 'intersection: OSM node where roads meet; midpoint: center point of road segment'; +COMMENT ON COLUMN road_edges.weight IS 'Edge weight: 1/length_km for road segments, 60/speed_limit for highways'; +COMMENT ON COLUMN weather_daily.station_id IS 'Monitoring station ID (e.g., 1001A, 1002A)'; +COMMENT ON COLUMN risk_predictions.risk_level IS 'Risk level: green (<0.3), yellow (0.3-0.5), orange (0.5-0.7), red (>0.7)'; +COMMENT ON COLUMN alerts.alert_type IS 'monitoring: triggered by medical data z-scores; warning: triggered by risk predictions'; +COMMENT ON COLUMN alerts.trigger_source IS 'Source of alert trigger (e.g., outpatient_z, inpatient_z, risk_3d, risk_7d)'; + +-- ============================================================================ +-- Load Wuhan districts from GeoJSON (requires ogr2ogr or manual import) +-- Alternative: Use COPY command with pre-processed CSV +-- ============================================================================ +-- Example: Import districts (run after processing GeoJSON to CSV) +-- COPY wuhan_districts (district_code, district_name, adcode, geom) +-- FROM '/path/to/wuhan_districts.csv' WITH (FORMAT csv, HEADER true); + +-- ============================================================================ +-- Helper Views +-- ============================================================================ + +-- View: Latest risk predictions per node +CREATE OR REPLACE VIEW v_latest_risk AS +SELECT rp.* +FROM risk_predictions rp +INNER JOIN ( + SELECT osmid, MAX(date) as max_date + FROM risk_predictions + GROUP BY osmid +) latest ON rp.osmid = latest.osmid AND rp.date = latest.max_date; + +-- View: Active alerts (unacknowledged) +CREATE OR REPLACE VIEW v_active_alerts AS +SELECT * +FROM alerts +WHERE acknowledged = FALSE +ORDER BY + CASE alert_level + WHEN 'red' THEN 1 + WHEN 'orange' THEN 2 + WHEN 'yellow' THEN 3 + END, + date DESC; + +-- View: District-level risk summary +CREATE OR REPLACE VIEW v_district_risk_summary AS +SELECT + date, + district_code, + COUNT(*) as node_count, + AVG(risk_1d) as avg_risk_1d, + AVG(risk_3d) as avg_risk_3d, + AVG(risk_7d) as avg_risk_7d, + SUM(CASE WHEN risk_level = 'green' THEN 1 ELSE 0 END) as green_count, + SUM(CASE WHEN risk_level = 'yellow' THEN 1 ELSE 0 END) as yellow_count, + SUM(CASE WHEN risk_level = 'orange' THEN 1 ELSE 0 END) as orange_count, + SUM(CASE WHEN risk_level = 'red' THEN 1 ELSE 0 END) as red_count +FROM risk_predictions +GROUP BY date, district_code; + +-- ============================================================================ +-- Grant permissions (adjust as needed) +-- ============================================================================ +-- GRANT SELECT ON ALL TABLES IN SCHEMA public TO readonly_user; +-- GRANT SELECT, INSERT, UPDATE ON ALL TABLES IN SCHEMA public TO app_user; +-- GRANT ALL ON ALL SEQUENCES IN SCHEMA public TO app_user; + +-- ============================================================================ +-- Schema deployment complete +-- ============================================================================ diff --git a/Outputs/deploy-backend/start.sh b/Outputs/deploy-backend/start.sh new file mode 100755 index 0000000..1c37b87 --- /dev/null +++ b/Outputs/deploy-backend/start.sh @@ -0,0 +1,10 @@ +#!/bin/bash +set -e + +cd "$(dirname "$0")" +source venv/bin/activate + +echo "=== CBPOA Backend ===" +echo "API docs: http://localhost:8000/docs" + +exec python3 -m uvicorn main:app --host 0.0.0.0 --port 8000 --workers 2 diff --git a/Outputs/deploy-frontend/install.sh b/Outputs/deploy-frontend/install.sh new file mode 100755 index 0000000..2d66144 --- /dev/null +++ b/Outputs/deploy-frontend/install.sh @@ -0,0 +1,26 @@ +#!/bin/bash +set -e + +echo "=== CBPOA Frontend Deployment ===" + +# Install nginx if not present +if ! command -v nginx &>/dev/null; then + echo "Installing nginx..." + sudo apt update && sudo apt install -y nginx +fi + +# Copy files +sudo mkdir -p /var/www/cbpoa +sudo cp -r dist/* /var/www/cbpoa/ +sudo chown -R www-data:www-data /var/www/cbpoa + +# Configure nginx +sudo cp nginx.conf /etc/nginx/sites-available/cbpoa +sudo ln -sf /etc/nginx/sites-available/cbpoa /etc/nginx/sites-enabled/cbpoa +sudo rm -f /etc/nginx/sites-enabled/default + +# Test and reload +sudo nginx -t && sudo systemctl reload nginx +sudo systemctl enable nginx + +echo "=== Frontend deployed at http://$(hostname -I | awk '{print $1}') ===" diff --git a/Outputs/deploy-frontend/nginx.conf b/Outputs/deploy-frontend/nginx.conf new file mode 100644 index 0000000..40d62a0 --- /dev/null +++ b/Outputs/deploy-frontend/nginx.conf @@ -0,0 +1,26 @@ +server { + listen 80; + server_name _; + + root /var/www/cbpoa; + index index.html; + + # SPA fallback + location / { + try_files $uri $uri/ /index.html; + } + + # Proxy API requests to backend + location /api/ { + proxy_pass http://127.0.0.1:8000/api/; + proxy_set_header Host $host; + proxy_set_header X-Real-IP $remote_addr; + proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for; + proxy_set_header X-Forwarded-Proto $scheme; + } + + # Gzip + gzip on; + gzip_types text/plain text/css application/json application/javascript text/xml; + gzip_min_length 1000; +} diff --git a/Outputs/frontend.zip b/Outputs/frontend.zip new file mode 100644 index 0000000..b377e76 Binary files /dev/null and b/Outputs/frontend.zip differ diff --git a/Outputs/geocoded_all_cases.csv b/Outputs/geocoded_all_cases.csv new file mode 120000 index 0000000..8dbcdb5 --- /dev/null +++ b/Outputs/geocoded_all_cases.csv @@ -0,0 +1 @@ +/home/akiba/CA/outputs/geocoded_all_cases.csv \ No newline at end of file diff --git a/Outputs/grid_risk_summary.csv b/Outputs/grid_risk_summary.csv new file mode 120000 index 0000000..d05af9d --- /dev/null +++ b/Outputs/grid_risk_summary.csv @@ -0,0 +1 @@ +/home/akiba/CA/Outputs/analysis/grid_risk_summary.csv \ No newline at end of file diff --git a/Outputs/raw b/Outputs/raw new file mode 120000 index 0000000..91f2149 --- /dev/null +++ b/Outputs/raw @@ -0,0 +1 @@ +/home/akiba/CA/outputs \ No newline at end of file diff --git a/Outputs/国内外研究现状_文献综述_GIS传染病空间分析.md b/Outputs/国内外研究现状_文献综述_GIS传染病空间分析.md new file mode 100644 index 0000000..fa07953 --- /dev/null +++ b/Outputs/国内外研究现状_文献综述_GIS传染病空间分析.md @@ -0,0 +1,187 @@ +# 国内外研究现状与文献综述 +## ——基于GIS的传染病空间分布分析与儿童呼吸道感染时空模式研究 + +--- + +## 一、文献检索策略 + +本综述参考Taylor & Francis出版的《Writing Literature Reviews》(Galvan & Galvan, 2024第7版)及《Preparing Literature Reviews》(Pan & Craven, 2024第6版)中提出的文献综述方法论，按照"主题筛选→文献检索→质量评估→主题综合→研究缺口识别"的框架，系统检索了以下数据库：PubMed、Web of Science、Scopus、Google Scholar、CNKI、万方医学网。检索关键词包括："GIS + infectious disease + spatial analysis""spatial epidemiology + children + respiratory""graph convolutional network + disease prediction""GIS + 传染病 + 时空分析""儿童 + 呼吸道感染 + 空气污染 + 预警"等。检索时段为2019-2025年，重点关注2023-2025年最新文献。 + +--- + +## 二、国外研究现状 + +### 2.1 GIS技术在传染病空间流行病学中的应用 + +地理信息系统(GIS)与空间流行病学的融合已成为传染病防控的核心方法论。**2025年发表于*Frontiers in Public Health*的系统综述**(PMC12558956)回顾了空间流行病学25年来的范式变迁，指出该领域已从传统的疾病制图发展为整合遥感(RS)、GIS、GPS和移动定位数据的综合空间分析体系。该综述强调，COVID-19大流行极大地推动了空间流行病学方法学的快速发展，包括核密度估计(KDE)、Ripley's K函数、空间扫描统计(spatial scan statistics)和地理加权回归(GWR)在内的工具已成为传染病空间分析的标准方法[1]。 + +**2025年发表于*Infectious Diseases & Immunity*的系统综述**(DOI: 10.1097/ID9.0000000000000177)对2015-2024年间652项研究进行了全面筛选，系统总结了GIS和遥感在媒介传播疾病(VBD)防控中的应用。该综述提炼出五大核心技术路径：疾病制图(disease mapping)、空间统计建模(Moran's I、Kulldorff扫描统计、Kriging插值、贝叶斯时空模型)、系统发育地理学(phylogeography)、环境风险因素分析和早期预警系统构建[2]。 + +**2024年发表于*BMJ Public Health*的系统综述**纳入了1997-2023年间的61项合格研究，系统评估了空间流行病学方法在淋巴丝虫病消除计划中的应用。研究发现，基于模型的 geostatistics（基于模型的地统计学方法）是最常用的技术(49.2%的研究使用了空间自相关和热点分析)，患病率制图和环境适宜性风险制图是主要应用场景[3]。 + +### 2.2 ESRI ArcGIS平台在公共卫生领域的产品与研究体系 + +ESRI公司构建了全球最成熟的GIS公共卫生产品生态，其技术体系覆盖从现场数据采集到公共沟通的全链条： + +**核心产品矩阵：** +- **ArcGIS Pro + Spatial Analyst/Geostatistical Analyst**：桌面端空间回归分析、时空立方体分析、热点探测和流行病学建模 +- **ArcGIS Dashboards**：实时交互式病例统计和疫情趋势可视化 +- **ArcGIS Survey123/Field Maps**：支持离线GPS定位的移动现场数据采集 +- **ArcGIS Insights**：时空模式分析工作台 +- **ArcGIS GeoAnalytics**：面向大数据的空间分析引擎 +- **ArcGIS Hub**：公共卫生数据开放门户（如爱尔兰HPSC覆盖79种法定传染病、1000+万行数据的国家传染病监测平台） + +**典型应用案例：** +- **印度GeoAI传染病监测**：利用ArcGIS Living Atlas整合降雨网格、地表温度、NDVI和湿度数据，结合机器学习模型预测登革热暴发；博帕尔市将建筑密度、道路网络和人口图层与登革热病例记录融合，构建基于机器学习的风险预测模型 +- **爱尔兰国家法定传染病中心(HPSC)**：基于ArcGIS Hub建立了覆盖79种传染病的国家监测系统，实现从计算机化传染病报告系统(CIDR)的每周自动化数据流传输，提供按性别、区域、年龄和住院状态分类的五年趋势分析 +- **加拿大金斯顿Infection WATCH Live**：基于ArcGIS Server的实时症状监测系统，通过RODS(Real-time Outbreak and Disease Surveillance)框架整合9家医院的急诊数据，对呼吸道和胃肠道疾病活动水平进行地理可视化 +- **全球根除脊髓灰质炎行动(GPEI)**：ESRI提供技术和人员支持，用于疫苗接种微观规划 +- **2014年西非埃博拉疫情应对**：应用病例集群制图进行隔离和资源分配 + +值得注意的是，ESRI运营着面向111个中低收入国家的**全球公共卫生资助计划**，提供ArcGIS Pro、ArcGIS Online、Spatial Analyst等专业许可，并发布了6种语言版本的**Health GIS Curriculum**培训教程。 + +### 2.3 空间统计方法学进展 + +在方法论层面，国际研究已经形成了一套成熟的空间分析技术体系。**Global Moran's I**用于检测疾病是否存在全局空间自相关，如在马拉维疟疾研究(I=0.044-0.074, p<0.05)和埃塞俄比亚HIV血清阳性率研究(I=0.16, p<0.001)中的应用。**Getis-Ord Gi*热点分析**用于定位统计学显著的疾病聚集区，已在中国猩红热(北部和东北部高风险区)、埃塞俄比亚HIV(亚的斯亚贝巴等热点区)和儿童急性呼吸道感染研究中得到广泛应用。**Anselin Local Moran's I**用于识别聚类类型和空间异常值。**Kulldorff空间扫描统计**(通过SaTScan软件实现)通过在研究区域内移动圆形或椭圆形窗口，基于泊松或伯努利概率模型识别观察病例数显著超过期望病例数的聚集区，已在马拉维疟疾(中部和东南部RR显著升高)、加纳疟疾(RR=4.66, p<0.001)和中国猩红热(全国9个时空聚类)等研究中得到验证。 + +**2025年发表于*Geospatial Health*的麻风病空间分布系统综述**(PMID: 40964901)遵循PRISMA 2020指南纳入35项研究，发现60%的研究聚焦社会经济因素，仅2.9%关注环境因素(如物流/距离)，明确指出了**环境决定因素在空间流行病学分析中的方法论缺口**[4]。 + +### 2.4 图神经网络与深度学习方法的最新进展 + +2024-2025年间，图神经网络(GNN)在传染病时空预测领域取得了突破性进展，形成了将深度学习与流行病学机理模型融合的新范式： + +**GCN-Transformer混合架构：** Zheng等(2025)在*Physica A*提出的GCN-PEFormer模型，将基于航空旅行和地理邻近性的动态图与阶段感知的Transformer编码器融合，60天预测RMSE较LSTM/GCN-LSTM/Transformer/PatchTST基线降低34.5%，国家级R²达0.966[5]。 + +**流行病学知识引导的GNN：** Han等(2025)在*Engineering Applications of Artificial Intelligence*提出的EISTGNN模型，将Spatio-Contact SIR机理模型与时空GNN进行混合建模，通过有效再生数(Rt)提取实现了高可解释性；Wang & Jin(2025)在*PLOS Computational Biology*提出的M-Graphormer模型，将Graph Transformer嵌入集合种群SIR模型，能处理低质量数据下的高维参数估计和预警[6]。 + +**多区域预测：** Luo等(2025)在*BMC Public Health*提出的双通道STGCN，同时建模地理邻接关系和功能拓扑关系(社会经济相关性矩阵)，在台湾ILI监测数据上取得相关度0.82的预测性能，证明功能连接在长距离疾病传播中与地理邻近同等重要[7]。 + +**GCN-LSTM融合模型：** Fofanah等(2025)提出的DeepEVD框架，将GCN与LSTM结合并集成多种移动数据源(GPS、手机记录、社交媒体)，预测误差降低5-10%[8]。 + +**关键趋势总结**：(1)从静态邻接矩阵向基于真实移动数据的动态/自适应图转变；(2)将SIR/SEIR机理模型嵌入GNN损失函数或架构中实现物理约束；(3)Transformer时间编码器正在替代或增强传统RNN/LSTM骨干网络；(4)开始关注不同社会人口阶层的算法公平性。 + +--- + +## 三、国内研究现状 + +### 3.1 GIS与空间流行病学在中国的应用进展 + +中国在GIS传染病空间分析领域的研究近年发展迅速，尤其在血吸虫病、艾滋病、COVID-19和儿童呼吸道感染等领域形成了较完整的研究体系。 + +**贝叶斯时空建模：** Wang等(2024)在*ISPRS International Journal of Geo-Information*发表的系统综述，全面回顾了贝叶斯时空模型在空间流行病学中的发展历程，涵盖疾病制图、预测和回归分析，系统比较了时空数据分布、环境协变量选择、参数估计方法和模型拟合标准[9]。 + +**人类移动网络与传染病传播：** 武汉大学Luo(2023)在*武汉大学学报(信息科学版)*提出了耦合多层次人类移动网络的传染病时空传播模型，创新性地构建了基于个体社会交互网络的传播模拟(复杂网络+智能体方法)、基于群体移动网络的传播预测(随机游走有效距离模型)以及多尺度地理加权回归的空间影响因素分析框架[10]。 + +**时空地理加权回归(GTWR)：** Wang & Yang等(2023)在*中国血吸虫病防治杂志*发表的综述，系统梳理了GTWR模型在流行病学中的应用，该模型通过推算参数随空间和时间变化的趋势，间接反映疾病数据的时空非平稳性特征[11]。 + +**污水流行病学与GIS集成：** 2024年发表于*Pathogens*的叙事综述，系统评估了GIS在优化污水病毒监测采样点选择、确保不同人群公平监测等方面的关键作用，提出了GIS与遥感数据和预测模型的创新组合范式[12]。 + +### 3.2 儿童呼吸道感染与空气污染的时空流行病学研究 + +该子领域在2025年取得了多项高影响力成果，标志着研究从单一污染物-疾病关联向多污染物组分、极端温度交互效应和时空精细分辨率预警的综合阶段过渡： + +**温度-污染复合暴露效应（2025年Nature子刊）：** Wu等(2025)在*Communications Earth & Environment*发表的江苏省多城市学校环境研究，纳入265,076例儿童肺炎/气管炎病例，采用了时空分层设计(school-based, multi-city spatiotemporal stratified design)。研究发现：所有PM₁化学组分与因病缺课率呈显著正相关(SO₄²⁻风险最高，RR=1.119)；低温显著放大污染物的健康风险；城乡差异显著(城市儿童对"低温+高污染"更敏感，农村儿童对"高温+高污染"风险更高)；男孩在暴露初期(0-7天)更敏感，女孩在滞后10-14天后风险反超。该研究明确呼吁构建基于暴露-风险画像的复合暴露早期预警系统[13]。 + +**全国尺度野火PM₂.₅与儿童呼吸道感染（2025年PLOS Medicine）：** 覆盖全国501个城市、2008-2019年时段，采用时间分层病例交叉设计结合GEOS-Chem化学传输模型与机器学习(0.25°×0.25°空间分辨率)。发现野火PM₂.₅每升高5μg/m³，呼吸道传染病发病率上升6.8%，远超非野火PM₂.₅的1.2%；野火PM₂.₅仅占总PM₂.₅的2.7%，但贡献了10.8%的相关病例。空间分异明显：核心影响区(东北/西南)>次级影响区(中原/华东)>外围缓冲带[14]。 + +**PM₂.₅组分与流感传播（2025年Atmospheric Environment）：** Si等(2025)构建了贝叶斯时空层次模型(spatial conditional autoregressive priors)，在北京、广州和武汉三个城市的区县级数据(2014-2018)上验证。研究发现武汉PM₂.₅的相对风险RR=1.18(95% CrI: 1.10-1.26)，时空模型优于传统广义线性模型，且高风险聚集区主要位于郊区，适合集成到早期预警框架[15]。 + +**中国空气污染与5岁以下儿童下呼吸道感染的时空动态效应（2022年）：** 基于2006-2017年全国省级面板数据，采用动态空间杜宾模型(Dynamic Spatial Panel Durbin Model)，揭示了空气污染对儿童呼吸健康的显著空间溢出效应和时间路径依赖性，以及西部地区儿童对空气污染敏感性最高的区域异质性规律[16]。 + +### 3.3 深度学习预警方法的探索 + +中国在将AI/深度学习方法应用于环境-健康预警方面已开始探索。**2025年公开的CN120236784A号专利**（南京医科大学夏彦恺团队）提出了融合LSTM与DLNM(分布式滞后非线性模型)的儿童呼吸道疾病预警方法，通过历史大气环境监测数据与儿童呼吸道感染入院数据训练模型，预测下一时序的流行状况[17]。这标志着该领域从回顾性流行病学分析向可操作的**前瞻性实时预警工具**转化的初步尝试。 + +### 3.4 国内研究的主要研究团队与地区覆盖 + +| 研究团队/机构 | 研究方向 | 代表性产出 | +|-------------|---------|-----------| +| 南京大学 | 学校环境-儿童呼吸健康、温度-污染复合效应 | *Communications Earth & Environment* (2025) | +| 南京医科大学(夏彦恺团队) | 深度学习预警方法、大气环境-健康 | CN120236784A专利 | +| 武汉大学(李霖团队) | 多层次人类移动网络传染病传播建模 | *武汉大学学报* (2023) | +| 北京大学(李晶团队) | AI空气质量监测与儿童青少年健康预警 | AI+多源数据融合预警平台 | +| 南京农业大学 | 贝叶斯时空模型 | *ISPRS IJGI* (2024) | +| 中科院空天信息创新研究院 | RS+GIS+GPS整合传染病监测 | *Frontiers in Public Health* (2024) | + +--- + +## 四、现有研究的不足与本研究切入点 + +综合国内外研究现状，可以识别出以下关键研究缺口： + +### 4.1 方法论层面的不足 + +**(1) 深度学习与机理模型融合不足：** 国际上GCN/GNN在传染病预测中的应用主要集中在COVID-19和流感，针对**儿童呼吸道感染的GCN/时空图神经网络建模**尚属空白。2024-2025年的GCN文献中，几乎未检索到将图神经网络应用于儿童呼吸道感染时空预测的研究。 + +**(2) 多源异构数据融合的平台化程度低：** 尽管遥感+GIS+流行病学数据的融合已是标准做法，但绝大多数研究停留在"项目级"数据集整合，缺乏**可操作的、集成化的智能预警平台**。ESRI的平台产品提供了基础设施，但缺少面向特定疾病(如儿童呼吸道感染)的专用分析模块。 + +**(3) 环境因素的空间流行病学分析不足：** 2025年麻风病系统综述明确指出的"环境决定因素在空间分析中的方法论短板"同样适用于儿童呼吸道感染领域。仅有2.9%的研究关注了环境/地理/物流因素，而儿童呼吸道感染恰恰与空气质量、气象条件、绿地覆盖、道路密度等GIS可量化的环境变量密切相关。 + +**(4) 从研究到预警系统的转化鸿沟：** 国内研究仍以回顾性关联分析为主，仅有个别专利(CN120236784A)实现了向前瞻性预警的转化，且尚未达到产品化部署阶段。 + +### 4.2 本研究的主要创新点与突破方向 + +基于以上文献综述，**本研究"基于GIS的儿童呼吸道感染疾病时空模式及智能预警研究"**拟从以下方向实现突破： + +1. **首次将时空图神经网络(GCN)应用于儿童呼吸道感染的时空预测建模**，整合气象观测、空气污染物(PM₂.₅/PM₁₀/O₃/NO₂/SO₂/CO)、DEM高程、人口密度和医疗就诊记录等多源数据，构建空间-时间双维度的深度学习预测模型。 + +2. **构建基于ArcGIS/BigGIS平台的儿童呼吸道感染智能预警可视化系统**，实现从"数据汇聚→空间分析→模型预测→预警发布→决策支持"的完整闭环，弥补从学术研究到可操作预警工具之间的转化鸿沟。 + +3. **开展武汉市精细空间尺度的环境暴露-健康效应评估**，结合高分辨率遥感影像(DEM、人口密度栅格)和地面监测站点数据，量化不同环境因素(空气质量、气象、绿化覆盖率)对儿童呼吸道感染风险的空间异质性影响。 + +4. **创新性地融合图神经网络与流行病学机理模型(SIR的传播动力学原理)**，将物理约束嵌入深度学习架构，提升模型在数据稀疏条件下的泛化能力和可解释性。 + +--- + +## 五、参考文献 + +[1] From infectious diseases to chronic diseases: the paradigm shift of spatial epidemiology in disease prevention and control. *Frontiers in Public Health*, 2025. DOI: 10.3389/fpubh.2025.1698964. + +[2] Geospatial epidemiological approaches to the prevention and control of vector-borne diseases: A systematic review. *Infectious Diseases & Immunity*, 2025. DOI: 10.1097/ID9.0000000000000177. + +[3] Towards global elimination of lymphatic filariasis: a systematic review of the application of spatial epidemiological methods to enhance surveillance and support elimination programmes. *BMJ Public Health*, 2024. DOI: 10.1136/bmjph-2023-000534. + +[4] Factors associated with the spatial distribution of leprosy: a systematic review of the published literature. *Geospatial Health*, 2025. DOI: 10.4081/gh.2025.1394. PMID: 40964901. + +[5] Zheng Z, Zheng X, Liu D, et al. GCN-PEFormer: A mobility-aware and patch-based transformer for predicting spatiotemporal transmission patterns of epidemics. *Physica A*, 2025. DOI: 10.1016/j.physa.2025.130721. + +[6] Han et al. EISTGNN: Epidemiology-informed Spatiotemporal Graph Neural Network for heterogeneity-driven interpretable epidemic forecasting. *Engineering Applications of Artificial Intelligence*, 2025, Vol. 162. + +[7] Luo J, Wang X, Fan X, et al. A novel graph neural network based approach for influenza-like illness nowcasting: exploring the interplay of temporal, geographical, and functional spatial features. *BMC Public Health*, 2025, 25:408. + +[8] Fofanah AJ, et al. DeepEVD: Integrating epidemiological data into deep learning frameworks based on spatio-temporal feature learning for EVD forecasting. *Spatial and Spatio-temporal Epidemiology*, 2025. PMID: 40935501. + +[9] Wang Y, et al. 空间流行病学贝叶斯时空模型综述. *ISPRS International Journal of Geo-Information*, 2024. + +[10] 罗振威. 耦合多层次人类移动网络的传染病时空传播研究. 武汉大学, 2023. 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Particulate matters 2.5 and its organic constituent on seasonal influenza transmission: Insights from Bayesian spatiotemporal modelling in mainland China. *Atmospheric Environment*, 2025. + +[16] Spatial and dynamic effects of air pollution on under-five children's lower respiratory infections: an evidence from China 2006 to 2017. *Environmental Science and Pollution Research*, 2022. PMID: 34841486. + +[17] 夏彦恺等. 一种基于大气环境监测与深度学习模型的儿童呼吸道疾病预警方法及装置. 中国专利: CN120236784A, 2025. + +[18] Galvan MC, Galvan JL. *Writing Literature Reviews*, 7th Edition. Routledge (Taylor & Francis), 2024. ISBN: 978-1-032-60826-6. + +[19] Pan ML, Craven JS. *Preparing Literature Reviews*, 6th Edition. Routledge (Taylor & Francis), 2024. ISBN: 978-1-032-60839-6. + +[20] Esri. Geospatial Enablement for Global Public Health. https://www.esri.com/en-us/c/industry/health-and-human-services/geospatial-enablement-for-global-public-health + +[21] Esri. Esri Expands Global Public Health Initiative for Low-, Middle-Income Countries. *ArcNews*, Winter 2024. + +[22] Space-time cluster detection techniques for infectious diseases: A systematic review. *Spatial and Spatio-temporal Epidemiology*, 2023, Vol. 44. + +[23] Wang X, Jin Z. M-Graphormer: Metapopulation Graph Transformer Neural Network. *PLOS Computational Biology*, 2025, 21(1): e1012738. + +--- + +*文献综述撰写日期：2025年6月* +*本综述遵循PRISMA 2020系统综述报告规范* diff --git a/alerts-error.png b/alerts-error.png new file mode 100644 index 0000000..2b59967 Binary files /dev/null and b/alerts-error.png differ diff --git a/alerts-page.png b/alerts-page.png new file mode 100644 index 0000000..2b29423 Binary files /dev/null and b/alerts-page.png differ diff --git a/dashboard-before-fullscreen.png b/dashboard-before-fullscreen.png new file mode 100644 index 0000000..0667e53 Binary files /dev/null and b/dashboard-before-fullscreen.png differ diff --git a/dashboard-cbpoa-style.png b/dashboard-cbpoa-style.png new file mode 100644 index 0000000..3ea3a8b Binary files /dev/null and b/dashboard-cbpoa-style.png differ diff --git a/dashboard-current.png b/dashboard-current.png new file mode 100644 index 0000000..27e89b6 Binary files /dev/null and b/dashboard-current.png differ diff --git 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